Similar to white girl wasted, birthday baked means a middle class person or someone on a budget spending more on marijuana for their birthday as a treat to themselves.
Dave: What are you doing for your birthday?
Harry: I just got paid so I'll probably visit my dealer and get birthday baked.
John planned to get birthday baked and therefore had to buy more snacks than usual.
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